{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import yaml\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import tensorflow as tf\n",
    "\n",
    "from tensorflow_tts.inference import AutoConfig\n",
    "from tensorflow_tts.inference import TFAutoModel\n",
    "from tensorflow_tts.inference import AutoProcessor\n",
    "\n",
    "import IPython.display as ipd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "6561ecce84784cdba2af430c4cbfe8d9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=3568.0, style=ProgressStyle(description…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"tensorspeech/tts-tacotron2-ljspeech-en\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"i love you so much.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "fa2e575f610a408c8c124fd360b29183",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=127975304.0, style=ProgressStyle(descri…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "d37329f88e8442258f58d9ba57d09eaf",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, description='Downloading', max=4027.0, style=ProgressStyle(description…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "tacotron2 = TFAutoModel.from_pretrained(\"tensorspeech/tts-tacotron2-ljspeech-en\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "tacotron2.setup_window(win_front=6, win_back=6)\n",
    "tacotron2.setup_maximum_iterations(3000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Save to Pb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Skipping full serialization of Keras layer <tensorflow_tts.models.tacotron2.TFTacotronLocationSensitiveAttention object at 0x7fcd904c7a10>, because it is not built.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Model.state_updates (from tensorflow.python.keras.engine.training) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "WARNING:tensorflow:From /home/lap13548/anaconda3/envs/tensorflow-tts/lib/python3.7/site-packages/tensorflow/python/training/tracking/tracking.py:111: Layer.updates (from tensorflow.python.keras.engine.base_layer) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "This property should not be used in TensorFlow 2.0, as updates are applied automatically.\n",
      "INFO:tensorflow:Assets written to: ./test_saved/assets\n"
     ]
    }
   ],
   "source": [
    "# save model into pb and do inference. Note that signatures should be a tf.function with input_signatures.\n",
    "tf.saved_model.save(tacotron2, \"./test_saved\", signatures=tacotron2.inference)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load and Inference"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_10690) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_31114) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_31344) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_17482) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_31229) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_10896) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_17070) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_30654) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_30539) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_30999) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_17688) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._3_layer_call_and_return_conditional_losses_30769) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._2_layer_call_and_return_conditional_losses_17276) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_30884) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_31459) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._4_layer_call_and_return_conditional_losses_11102) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_10278) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_16864) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._0_layer_call_and_return_conditional_losses_30424) with ops with custom gradients. Will likely fail if a gradient is requested.\n",
      "WARNING:tensorflow:Importing a function (__inference_batch_norm_._1_layer_call_and_return_conditional_losses_10484) with ops with custom gradients. Will likely fail if a gradient is requested.\n"
     ]
    }
   ],
   "source": [
    "tacotron2 = tf.saved_model.load(\"./test_saved\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"Unless you work on a ship, it's unlikely that you use the word boatswain in everyday conversation, so it's understandably a tricky one. The word - which refers to a petty officer in charge of hull maintenance is not pronounced boats-wain Rather, it's bo-sun to reflect the salty pronunciation of sailors, as The Free Dictionary explains.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32)\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Let inference other input to check dynamic shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_text = \"The Commission further recommends that the Secret Service coordinate its planning as closely as possible with all of the Federal agencies from which it receives information.\"\n",
    "input_ids = processor.text_to_sequence(input_text)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "decoder_output, mel_outputs, stop_token_prediction, alignment_history = tacotron2.inference(\n",
    "        tf.expand_dims(tf.convert_to_tensor(input_ids, dtype=tf.int32), 0),\n",
    "        tf.convert_to_tensor([len(input_ids)], tf.int32),\n",
    "        tf.convert_to_tensor([0], dtype=tf.int32),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8, 6))\n",
    "ax = fig.add_subplot(111)\n",
    "ax.set_title(f'Alignment steps')\n",
    "im = ax.imshow(\n",
    "    alignment_history[0].numpy(),\n",
    "    aspect='auto',\n",
    "    origin='lower',\n",
    "    interpolation='none')\n",
    "fig.colorbar(im, ax=ax)\n",
    "xlabel = 'Decoder timestep'\n",
    "plt.xlabel(xlabel)\n",
    "plt.ylabel('Encoder timestep')\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "plt.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "mel_outputs = tf.reshape(mel_outputs, [-1, 80]).numpy()\n",
    "fig = plt.figure(figsize=(10, 8))\n",
    "ax1 = fig.add_subplot(311)\n",
    "ax1.set_title(f'Predicted Mel-after-Spectrogram')\n",
    "im = ax1.imshow(np.rot90(mel_outputs), aspect='auto', interpolation='none')\n",
    "fig.colorbar(mappable=im, shrink=0.65, orientation='horizontal', ax=ax1)\n",
    "plt.show()\n",
    "plt.close()"
   ]
  }
 ],
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